{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import *\n",
    "import kNN\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QaBgoip8yz1Bio7cS2QZQaW6CWtuAhix9DxFrmOqk9EBga7Wt87IslJWoNG3j5dFuv1Xc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\niP8DVI3K9s+Ay6UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9bc5ba7f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "datingDataMat,datingLabels = kNN.file2matrix('datingTestSet2.txt')\n",
    "#ax.scatter(datingDataMat[:,1], datingDataMat[:,2])\n",
    "ax.scatter(datingDataMat[:,1], datingDataMat[:,2], 15.0*array(datingLabels), 15.0*array(datingLabels))\n",
    "ax.axis([-2,25,-0.2,2.0])\n",
    "plt.xlabel('Percentage of Time Spent Playing Video Games')\n",
    "plt.ylabel('Liters of Ice Cream Consumed Per Week')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 15.0* 是表示图标大小\n",
    "## axis() 表示坐标轴的位置和大小"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Al0DW69Onjx4LstNy1FXkCmrMnYMf1Ss63qoej6dSm2EY5T4/M+EVHSJjdIiM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\nlFL4eXhwU+06hVwGM1IzWbtgA5ZMC844tf8Mq7/+gyXTf2T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5oUJmAbB0xk+snP0bU399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QeSebjff7j07gu59t4FkD8XrfeoT7E01JkCEgYhd0LO50AO+J+FhN5R6WK51HsU1UIjdK6tVM8v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\nYeETluCwsLCwsPAJS3BYWFhYWPjE/wPE197TrH4kkAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9bc52cdc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "datingDataMat,datingLabels = kNN.file2matrix('datingTestSet2.txt')\n",
    "#ax.scatter(datingDataMat[:,1], datingDataMat[:,2])\n",
    "ax.scatter(datingDataMat[:,1], datingDataMat[:,2], array(datingLabels), array(datingLabels))\n",
    "ax.axis([-2,25,-0.2,2.0])\n",
    "plt.xlabel('Percentage of Time Spent Playing Video Games')\n",
    "plt.ylabel('Liters of Ice Cream Consumed Per Week')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tmoLVdnw1HQZ99hGZRaFePhYhuKF7Tx7sd1pY+7lfLeK1m97nwBUtKWkfD2oV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\niP8DVI3K9s+Ay6UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9bc43316a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "datingDataMat,datingLabels = kNN.file2matrix('datingTestSet2.txt')\n",
    "#ax.scatter(datingDataMat[:,1], datingDataMat[:,2])\n",
    "ax.scatter(datingDataMat[:,1], datingDataMat[:,2], 15.0*array(datingLabels), 15.0*array(datingLabels))\n",
    "ax.axis([-2,25,-0.2,2.0])\n",
    "plt.xlabel('Percentage of Time Spent Playing Video Games')\n",
    "plt.ylabel('Liters of Ice Cream Consumed Per Week')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "anaconda",
   "language": "python",
   "name": "anaconda"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
